Zhiyuan officially launched the embodied agent framework Genie Master, enabling robots to "learn new skills while on the job." The Zhiyuan Genie G2 robot, equipped with this framework, was deployed in a real convenience store. During its work, it independently identified reasons for task failures, adjusted strategies, and accumulated experience without relying on human demonstrations or debugging. This allowed it to continuously improve on multiple complex and delicate tasks, achieving "human-out-of-the-loop" continuous self-evolution. This marks the industry's first time moving beyond simulation environments and laboratories, and the first verification of Physical RSI (Embodied Recursive Self-Improvement) in a real business scenario.